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<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:15pt;"><b>Sensitivity Analysis Report</b></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt;">Sensitivity analysis identifies how uncertainty in an output relates to uncertainty in the input parameters. This analysis identifies which input variables influence the simulation results the most.</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt;">The report consists of following sections:</span></p>
<ol><li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Input Variables: Details of all simulation input with their distribution curves</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Outputs (KPIs): Details of the outputs analysed.</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Analysis Information: Analysis summary, details about input samples and output uncertainty.</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Sensitivity Analysis Results: Graphs and statistical details identifying most influential parameters for each output.</span></p></li>
</ol>
<p><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:14pt; color:#000000;"><b>1. Input Variables</b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">8 input variables were selected. Below are the details of each input.</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>1.1 Input variable: Cooling setpoint temperature</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling set-point temperature</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&deg;C</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Probability Distribution:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">14-Normal</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Distribution Characteristics:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Mean: 25,00; Std Dev: 2,00; Truncated</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Level:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Building</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/ipcdf%201.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>1.2 Input variable: Heating setpoint temperature</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating set-point temperature</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&deg;C</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Probability Distribution:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">14-Normal</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Distribution Characteristics:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Mean: 20.00; Std. Dev.: 2.00, Truncated</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Level:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Building</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/ipcdf%202.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>1.3 Input variable: Infiltration rate (ac/h at 50 Pa)</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Infiltration rate (ac/h at 50 Pa)</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">ac/h</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Probability Distribution:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">14-Normal</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Distribution Characteristics:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Mean: 0,6; Std Dev: 1,00; Truncated</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Level:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Building</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/ipcdf%203.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>1.4 Input variable: Window shading control schedule</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Window shading control schedule</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">No Units</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Probability Distribution:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">20-Uniform(Discrete)</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Distribution Characteristics:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Prob: 0,500; Options: 2</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Level:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Building</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/ipcdf%204.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>1.5 Input variable: Heating system seasonal CoP</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating system seasonal CoP</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">No Units</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Probability Distribution:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">14-Normal</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Distribution Characteristics:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Mean: 4,17; Std Dev: 1; Truncated</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Level:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Building</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/ipcdf%205.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>1.6 Input variable: Cooling system seasonal CoP</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling system seasonal CoP</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">No Units</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Probability Distribution:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">14-Normal</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Distribution Characteristics:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Mean: 4,17; Std Dev: 1; Truncated</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Level:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Building</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/ipcdf%206.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>1.7 Input variable: Glazing type_VIG</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">No Units</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Probability Distribution:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">16-Poisson</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Distribution Characteristics:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Mean: 0,70; Options: 3; Truncated</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Level:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Building</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/ipcdf%207.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>1.8 Input variable: Glazing type_TG</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Input Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">No Units</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Probability Distribution:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">16-Poisson</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Distribution Characteristics:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Mean: 0,7; Options: 3; Truncated</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Level:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Building</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/ipcdf%208.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:14pt; color:#000000;"><b>2. Outputs</b></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">4 output KPIs were selected. Below are the details of the outputs.</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>2.1 Output: Total energy load (Total site energy consumption)</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Output Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Total site energy consumption</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Output Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">kWh</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>2.2 Output: Heating load (Heating load)</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Output Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating load</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Output Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">kWh</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>2.3 Output: Cooling load (Cooling load)</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Output Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling load</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Output Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">kWh</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>2.4 Output: Lightning Energy (Lighting Energy)</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Output Type:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Lighting Energy</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Output Units:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">kWh</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:14pt; color:#000000;"><b>3. Analysis Information</b></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This section summarises the overall analysis statistics and the range and distribution profiles of the actual values used for all the input variables in the simulation runs. The values are in accordance with the range and distribution profile selected in the analysis settings. The uncertainty in the outputs is also represented in form of histograms and summary statistics.</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">80 simulation runs were requested. Total simulation runs retrieved were  80. Below is the summary of the simulation and statistics for uncertainty in input samples and outputs.</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>3.1 Sampling and Simulation Summary</b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This section of the report lists the settings used for the uncertainty propagation and subsequent simulations runs undertaken. The failed iterations, if any, have been excluded from the results presented here and have not been used in the analysis.</span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Sampling Method:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">LHS</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Samples Requested:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">80</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Samples Created:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">80</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Failed Iterations:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Successful Iterations:</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 10pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">80</span></div></td>
</tr>
</table>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>3.2 Input Sample Details</b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This section of the report lists the statistics for the samples generated, and used in the analysis, for all the inputs. The spread of sampled space is captured in the corresponding graphs.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.2.1 Input variable: Cooling setpoint temperature</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.1.1 Summary Statistics: Cooling setpoint temperature</b></span></p><table cellspacing="0" cellpadding="0" cols="7">
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Mean</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>SD</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Min</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q1</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Median</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q3</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Max</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">25</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">23</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">24</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">25</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">25</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">26</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.1.2 Input Distribution Histogram: Cooling setpoint temperature</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uasaih%201.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.2.2 Input variable: Heating setpoint temperature</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.2.1 Summary Statistics: Heating setpoint temperature</b></span></p><table cellspacing="0" cellpadding="0" cols="7">
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Mean</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>SD</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Min</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q1</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Median</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q3</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Max</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">20</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">18</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">19</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">20</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">20</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">21</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.2.2 Input Distribution Histogram: Heating setpoint temperature</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uasaih%202.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.2.3 Input variable: Infiltration rate (ac/h at 50 Pa)</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.3.1 Summary Statistics: Infiltration rate (ac/h at 50 Pa)</b></span></p><table cellspacing="0" cellpadding="0" cols="7">
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Mean</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>SD</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Min</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q1</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Median</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q3</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Max</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.3.2 Input Distribution Histogram: Infiltration rate (ac/h at 50 Pa)</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uasaih%203.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.2.4 Input variable: Window shading control schedule</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.4.1 Input Options' Frequency: Window shading control schedule</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Option Name</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Frequency</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">On 24/7 : 01</span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">40</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Westerlo_Office_OpenOff_Occ : 02</span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">40</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.4.2 Frequency Distribution Graph: Window shading control schedule</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uasaih%204.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.2.5 Input variable: Heating system seasonal CoP</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.5.1 Summary Statistics: Heating system seasonal CoP</b></span></p><table cellspacing="0" cellpadding="0" cols="7">
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Mean</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>SD</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Min</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q1</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Median</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q3</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Max</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">3</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,7</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">2</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">3</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">3</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">4</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">4</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.5.2 Input Distribution Histogram: Heating system seasonal CoP</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uasaih%205.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.2.6 Input variable: Cooling system seasonal CoP</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.6.1 Summary Statistics: Cooling system seasonal CoP</b></span></p><table cellspacing="0" cellpadding="0" cols="7">
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Mean</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>SD</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Min</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q1</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Median</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q3</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Max</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">3</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,7</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">3</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">3</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">4</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">4</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.6.2 Input Distribution Histogram: Cooling system seasonal CoP</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uasaih%206.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.2.7 Input variable: Glazing type_VIG</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.7.1 Input Options' Frequency: Glazing type_VIG</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Option Name</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Frequency</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Westerlo_Projec ... ing_VIG_SC : 01</span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">42</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Westerlo_Projec ... LT0,8_G0,2 : 02</span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">28</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Westerlo_Projec ... LT0,5_G0,5 : 03</span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">10</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.7.2 Frequency Distribution Graph: Glazing type_VIG</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uasaih%207.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.2.8 Input variable: Glazing type_TG</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.8.1 Input Options' Frequency: Glazing type_TG</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Option Name</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Frequency</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Westerlo_Projec ... le glazing : 01</span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">41</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Westerlo_Projec ... T0,5_G0,75 : 02</span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">29</span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Westerlo_Projec ... T0,8_G0,55 : 03</span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">10</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.2.8.2 Frequency Distribution Graph: Glazing type_TG</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uasaih%208.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:12pt; color:#000000;"><b>3.3 Output Uncertainty</b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This section of the report presents the uncertainty analysis results for all the outputs requested. Summary statistics and corresponding graphs captures the spread of the outputs due to the variation in the inputs.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.3.1 Output: Total energy load (Total site energy consumption)</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.3.1.1 Summary Statistics:</b></span></p><table cellspacing="0" cellpadding="0" cols="7">
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Mean</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>SD</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Min</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q1</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Median</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q3</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Max</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">77057</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">2375</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">73553</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">75277</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">76765</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">78455</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">85933</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.3.1.2 Output Uncertainty Histogram:</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uarh%201.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.3.2 Output: Heating load (Heating load)</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.3.2.1 Summary Statistics:</b></span></p><table cellspacing="0" cellpadding="0" cols="7">
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Mean</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>SD</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Min</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q1</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Median</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q3</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Max</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">14726</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">2041</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">11095</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">13086</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">14746</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">16386</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">18623</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.3.2.2 Output Uncertainty Histogram:</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uarh%202.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.3.3 Output: Cooling load (Cooling load)</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.3.3.1 Summary Statistics:</b></span></p><table cellspacing="0" cellpadding="0" cols="7">
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Mean</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>SD</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Min</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q1</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Median</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q3</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Max</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">3698</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1764</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1400</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">2200</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">3323</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">4472</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">7604</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.3.3.2 Output Uncertainty Histogram:</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uarh%203.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>3.3.4 Output: Lightning Energy (Lighting Energy)</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.3.4.1 Summary Statistics:</b></span></p><table cellspacing="0" cellpadding="0" cols="7">
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Mean</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>SD</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Min</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q1</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Median</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Q3</b></span></div></td>
<td valign="middle" width="178" height="47" bgcolor="#DCDCDC" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Max</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">39851</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">640</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">38544</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">39566</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">39588</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">40569</span></div></td>
<td valign="middle" width="178" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 30pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">40620</span></div></td>
</tr>
</table>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>3.3.4.2 Output Uncertainty Histogram:</b></span></p>
<p style="margin-left: 30pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/uarh%204.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:14pt; color:#000000;"><b>4. Sensitivity Analysis - Regression</b></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Lhs sampling method is used for setting up the analysis. Regression method is used for this sensitivity analysis.</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Regression analysis (multiple linear regression) is a statistical method that estimates the relationships among input variables. Regression analysis helps to understand how the typical value of the output changes when any one of the input variables is varied (assuming that the input variables are independent of each other). The Standardised Regression Coefficient (SRC) output the sensitivity of each input variable, thereby, identifying the most and least important variables. While, other regression outputs like 'adjusted R-squared' value and 'p-value' help in determining the level of confidence and reliability of the results.</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:10pt; color:#000000;"><b>Summary of the influential factors for each output</b></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Total site energy consumption</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">  is most strongly influenced by Heating system seasonal CoP, however there is an inverse relationship. Increasing Heating system seasonal CoP leads to a decrease in Total site energy consumption. Total site energy consumption is also strongly influenced by Heating setpoint temperature. Total site energy consumption is also moderately influenced by Window shading control schedule. Cooling setpoint temperature, Glazing type_TG, Infiltration rate (ac/h at 50 Pa), Glazing type_VIG and  Cooling system seasonal CoP do not have a notable influence on Total site energy consumption, therefore, these inputs can be ignored in further analysis of Total site energy consumption for this model.</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><i>Note: P-value of some (or all) of the inputs is high, suggesting that there is low level of confidence in their result values. Interpretations made specifically for Cooling setpoint temperature, Glazing type_TG, Infiltration rate (ac/h at 50 Pa), Glazing type_VIG and Cooling system seasonal CoP inputs should be read with caution.</i></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Heating load</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">  is most strongly influenced by Heating setpoint temperature. The input and output are directly related. Increasing Heating setpoint temperature leads to increase in Heating load. Infiltration rate (ac/h at 50 Pa), Window shading control schedule, Cooling system seasonal CoP, Cooling setpoint temperature, Glazing type_VIG, Heating system seasonal CoP and  Glazing type_TG do not have a notable influence on Heating load, therefore, these inputs can be ignored in further analysis of Heating load for this model.</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><i>Note: P-value of some (or all) of the inputs is high, suggesting that there is low level of confidence in their result values. Interpretations made specifically for Cooling system seasonal CoP, Cooling setpoint temperature, Glazing type_VIG, Heating system seasonal CoP and Glazing type_TG inputs should be read with caution.</i></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Cooling load</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">  is most strongly influenced by Cooling setpoint temperature, however there is an inverse relationship. Increasing Cooling setpoint temperature leads to a decrease in Cooling load. Glazing type_VIG, Heating setpoint temperature, Cooling system seasonal CoP, Window shading control schedule, Infiltration rate (ac/h at 50 Pa), Heating system seasonal CoP and  Glazing type_TG do not have a notable influence on Cooling load, therefore, these inputs can be ignored in further analysis of Cooling load for this model.</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><i>Note: P-value of some (or all) of the inputs is high, suggesting that there is low level of confidence in their result values. Interpretations made specifically for Glazing type_VIG, Heating setpoint temperature, Cooling system seasonal CoP, Window shading control schedule, Infiltration rate (ac/h at 50 Pa), Heating system seasonal CoP and Glazing type_TG inputs should be read with caution.</i></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Lighting Energy</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">  is most strongly influenced by Window shading control schedule, however there is an inverse relationship. Increasing Window shading control schedule leads to a decrease in Lighting Energy. Lighting Energy is also strongly influenced by Cooling setpoint temperature. Lighting Energy is also moderately influenced by Cooling system seasonal CoP. Glazing type_VIG, Glazing type_TG, Heating setpoint temperature, Infiltration rate (ac/h at 50 Pa) and  Heating system seasonal CoP do not have a notable influence on Lighting Energy, therefore, these inputs can be ignored in further analysis of Lighting Energy for this model.</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><i>Note: Adjusted R Squared Value of the analysis is not very high, suggesting that the current input variables partially explain the overall uncertainty in the output. The overall results of this analysis can be relied upon, but with care. Additionally, P-value of some (or all) of the inputs is high, suggesting that there is low level of confidence in their result values. Interpretations made specifically for Cooling system seasonal CoP, Glazing type_VIG, Glazing type_TG, Heating setpoint temperature, Infiltration rate (ac/h at 50 Pa) and Heating system seasonal CoP inputs should be read with caution.</i></span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>4.1 Output: Total energy load (Total site energy consumption)</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.1.1 Sensitivity Analysis Graph</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/sarreg%201.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.1.2 Result Interpretation</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Adjusted R-squared value</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">It represents goodness of fit of the complete model. It indicates how much variation of the output is explained by the input variables.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">For the output: 'Total energy load (Total site energy consumption)', the 'adjusted R-squared' value of '0,9179' is high, suggesting that most of the key sensitive input variables have been identified. Only a few input variables might be left that can improve the results. The current results can be usefully considered to identify most and least sensitive input variables.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>p-value</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This value tells if the input variable has a statistically significant effect on the output.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Some input variables have a p-value more than 0.05, suggesting that there is low level of confidence in their respective regression result values. They are the following:</span></p>
<ol start="5">
<ol>
<ol>
<ol><li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling setpoint temperature (0,4276)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_TG (0,5916)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Infiltration rate (ac/h at 50 Pa) (0,6629)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_VIG (0,7084)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling system seasonal CoP (0,8397)</span></p></li>
</ol>
</ol>
</ol>
</ol>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Improvement Suggestion: The p-value can be lowered by increasing the number of simulations. Alternatively, the input variable with the insignificant 'p-value' can be removed and the analysis can be re-run. However only one input variable should be removed at a time because a input variable that is insignificant in the presence of the others may become significant when some of another input variable is removed. (Note: The applicability of 'p-value' threshold of 0.05 is up to the modeller's judgement as marginal increase over 0.05 in 'p-value' can also be acceptable)</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Standardised regression coefficient (SRC)</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This value tells the relative sensitivity of the input variables to the output. Its absolute value ranks the input variables in order of sensitivity the importance and the sign identifies, if relationship to the output is direct or inverse. The list below ranks the variables in decreasing level of importance. (High Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Green</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">, Medium Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#B97809;"><b>Yellow</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">, Low Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Red</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">).</span></p>
<ol start="5">
<ol>
<ol>
<ol><li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Heating system seasonal CoP</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Heating setpoint temperature</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#B97809;"><b>Window shading control schedule</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Cooling setpoint temperature</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Glazing type_TG</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Infiltration rate (ac/h at 50 Pa)</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Glazing type_VIG</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Cooling system seasonal CoP</b></span></p></li>
</ol>
</ol>
</ol>
</ol>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.1.3 Summary of Fit</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Adjusted R Squared Value</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#B97809;"><b>0,9179</b></span></div></td>
</tr>
</table>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.1.4 Regression Coefficients</b></span></p><table cellspacing="0" cellpadding="0" cols="5">
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Variable</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Reg. Coef.</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Std. Reg. Coef.</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Std. Error</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>P Value</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Intercept</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">77935,7949</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0000</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">2418,3343</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating system seasonal CoP (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-3067,9307</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,9454</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">108,0909</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating setpoint temperature (&deg;C)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">654,7883</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,2950</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">74,9769</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Window shading control schedule (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-843,8213</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,1788</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">153,9733</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling setpoint temperature (&deg;C)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-57,1446</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0259</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">71,6190</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,4276</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_TG (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">60,5565</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0179</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">112,3445</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,5916</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Infiltration rate (ac/h at 50 Pa) (ac/h)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">616,9739</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0149</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1409,3149</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,6629</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_VIG (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-41,9367</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0124</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">111,6881</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,7084</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling system seasonal CoP (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">21,9928</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0069</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">108,3225</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,8397</b></span></div></td>
</tr>
</table>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><i>Note:Regression results show the relative importance of the different variables. However, these can't determine whether the variables are important in a practical sense. To determine practical importance case specific understanding is necessary, along with ensuring that other statistical indices ('p-value' and 'adjusted R-squared' value) are acceptable&quot;</i></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>4.2 Output: Heating load (Heating load)</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.2.1 Sensitivity Analysis Graph</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/sarreg%202.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.2.2 Result Interpretation</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Adjusted R-squared value</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">It represents goodness of fit of the complete model. It indicates how much variation of the output is explained by the input variables.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">For the output: 'Heating load (Heating load)', the 'adjusted R-squared' value of '0,9962' is high, suggesting that most of the key sensitive input variables have been identified. Only a few input variables might be left that can improve the results. The current results can be usefully considered to identify most and least sensitive input variables.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>p-value</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This value tells if the input variable has a statistically significant effect on the output.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Some input variables have a p-value more than 0.05, suggesting that there is low level of confidence in their respective regression result values. They are the following:</span></p>
<ol start="5">
<ol>
<ol>
<ol><li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling system seasonal CoP (0,0723)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling setpoint temperature (0,3463)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_VIG (0,4486)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating system seasonal CoP (0,5394)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_TG (0,6853)</span></p></li>
</ol>
</ol>
</ol>
</ol>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Improvement Suggestion: The p-value can be lowered by increasing the number of simulations. Alternatively, the input variable with the insignificant 'p-value' can be removed and the analysis can be re-run. However only one input variable should be removed at a time because a input variable that is insignificant in the presence of the others may become significant when some of another input variable is removed. (Note: The applicability of 'p-value' threshold of 0.05 is up to the modeller's judgement as marginal increase over 0.05 in 'p-value' can also be acceptable)</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Standardised regression coefficient (SRC)</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This value tells the relative sensitivity of the input variables to the output. Its absolute value ranks the input variables in order of sensitivity the importance and the sign identifies, if relationship to the output is direct or inverse. The list below ranks the variables in decreasing level of importance. (High Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Green</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">, Medium Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#B97809;"><b>Yellow</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">, Low Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Red</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">).</span></p>
<ol start="5">
<ol>
<ol>
<ol><li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Heating setpoint temperature</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Infiltration rate (ac/h at 50 Pa)</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Window shading control schedule</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Cooling system seasonal CoP</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Cooling setpoint temperature</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Glazing type_VIG</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Heating system seasonal CoP</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Glazing type_TG</b></span></p></li>
</ol>
</ol>
</ol>
</ol>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.2.3 Summary of Fit</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Adjusted R Squared Value</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,9962</b></span></div></td>
</tr>
</table>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.2.4 Regression Coefficients</b></span></p><table cellspacing="0" cellpadding="0" cols="5">
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Variable</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Reg. Coef.</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Std. Reg. Coef.</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Std. Error</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>P Value</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Intercept</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-24856,7696</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0000</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">445,2040</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating setpoint temperature (&deg;C)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1890,3244</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,9910</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">13,8029</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Infiltration rate (ac/h at 50 Pa) (ac/h)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">2428,1677</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0681</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">259,4483</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Window shading control schedule (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-57,3245</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0141</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">28,3458</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0469</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling system seasonal CoP (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">36,3866</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0133</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">19,9417</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,0723</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling setpoint temperature (&deg;C)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">12,5014</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0066</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">13,1847</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,3463</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_VIG (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">15,6656</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0054</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">20,5613</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,4486</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating system seasonal CoP (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-12,2731</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0044</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">19,8990</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,5394</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_TG (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-8,4143</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0029</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">20,6821</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,6853</b></span></div></td>
</tr>
</table>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><i>Note:Regression results show the relative importance of the different variables. However, these can't determine whether the variables are important in a practical sense. To determine practical importance case specific understanding is necessary, along with ensuring that other statistical indices ('p-value' and 'adjusted R-squared' value) are acceptable&quot;</i></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>4.3 Output: Cooling load (Cooling load)</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.3.1 Sensitivity Analysis Graph</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/sarreg%203.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.3.2 Result Interpretation</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Adjusted R-squared value</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">It represents goodness of fit of the complete model. It indicates how much variation of the output is explained by the input variables.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">For the output: 'Cooling load (Cooling load)', the 'adjusted R-squared' value of '0,9230' is high, suggesting that most of the key sensitive input variables have been identified. Only a few input variables might be left that can improve the results. The current results can be usefully considered to identify most and least sensitive input variables.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>p-value</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This value tells if the input variable has a statistically significant effect on the output.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Some input variables have a p-value more than 0.05, suggesting that there is low level of confidence in their respective regression result values. They are the following:</span></p>
<ol start="5">
<ol>
<ol>
<ol><li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_VIG (0,2228)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating setpoint temperature (0,2496)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling system seasonal CoP (0,3343)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Window shading control schedule (0,3523)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Infiltration rate (ac/h at 50 Pa) (0,5115)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating system seasonal CoP (0,6967)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_TG (0,7506)</span></p></li>
</ol>
</ol>
</ol>
</ol>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Improvement Suggestion: The p-value can be lowered by increasing the number of simulations. Alternatively, the input variable with the insignificant 'p-value' can be removed and the analysis can be re-run. However only one input variable should be removed at a time because a input variable that is insignificant in the presence of the others may become significant when some of another input variable is removed. (Note: The applicability of 'p-value' threshold of 0.05 is up to the modeller's judgement as marginal increase over 0.05 in 'p-value' can also be acceptable)</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Standardised regression coefficient (SRC)</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This value tells the relative sensitivity of the input variables to the output. Its absolute value ranks the input variables in order of sensitivity the importance and the sign identifies, if relationship to the output is direct or inverse. The list below ranks the variables in decreasing level of importance. (High Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Green</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">, Medium Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#B97809;"><b>Yellow</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">, Low Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Red</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">).</span></p>
<ol start="5">
<ol>
<ol>
<ol><li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Cooling setpoint temperature</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Glazing type_VIG</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Heating setpoint temperature</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Cooling system seasonal CoP</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Window shading control schedule</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Infiltration rate (ac/h at 50 Pa)</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Heating system seasonal CoP</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Glazing type_TG</b></span></p></li>
</ol>
</ol>
</ol>
</ol>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.3.3 Summary of Fit</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Adjusted R Squared Value</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#B97809;"><b>0,9230</b></span></div></td>
</tr>
</table>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.3.4 Regression Coefficients</b></span></p><table cellspacing="0" cellpadding="0" cols="5">
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Variable</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Reg. Coef.</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Std. Reg. Coef.</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Std. Error</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>P Value</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Intercept</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">41558,0891</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0000</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1739,6608</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling setpoint temperature (&deg;C)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-1581,5476</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,9636</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">51,5201</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_VIG (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">98,8091</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0395</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">80,3443</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,2228</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating setpoint temperature (&deg;C)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">62,6164</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0380</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">53,9356</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,2496</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling system seasonal CoP (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-75,7537</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0320</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">77,9232</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,3343</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Window shading control schedule (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">103,7111</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0296</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">110,7627</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,3523</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Infiltration rate (ac/h at 50 Pa) (ac/h)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">668,9170</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0217</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1013,8094</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,5115</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating system seasonal CoP (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">30,4274</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0126</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">77,7567</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,6967</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_TG (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-25,7863</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0103</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">80,8165</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,7506</b></span></div></td>
</tr>
</table>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><i>Note:Regression results show the relative importance of the different variables. However, these can't determine whether the variables are important in a practical sense. To determine practical importance case specific understanding is necessary, along with ensuring that other statistical indices ('p-value' and 'adjusted R-squared' value) are acceptable&quot;</i></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 10pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:11pt; color:#000000;"><b>4.4 Output: Lightning Energy (Lighting Energy)</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.4.1 Sensitivity Analysis Graph</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b><img border="0" src="file:///C:/Users/louis/AppData/Local/Temp/sarreg%204.jpg" width="1240" height="1240" alt="[image]"></b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.4.2 Result Interpretation</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Adjusted R-squared value</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">It represents goodness of fit of the complete model. It indicates how much variation of the output is explained by the input variables.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">For the output: 'Lightning Energy (Lighting Energy)', the 'adjusted R-squared' value of '0,8053' is not very high, suggesting that the current input variables partially explain the uncertainty in the output. Some more input variables need to be identified to improve the results. Alternatively, some of the current input variables are insignificant and can be removed. The current results can be still be used to screen out  less sensitive input variables.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>p-value</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This value tells if the input variable has a statistically significant effect on the output.</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Some input variables have a p-value more than 0.05, suggesting that there is low level of confidence in their respective regression result values. They are the following:</span></p>
<ol start="5">
<ol>
<ol>
<ol><li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling system seasonal CoP (0,0791)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_VIG (0,2410)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_TG (0,3871)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating setpoint temperature (0,4795)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Infiltration rate (ac/h at 50 Pa) (0,7086)</span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating system seasonal CoP (0,9345)</span></p></li>
</ol>
</ol>
</ol>
</ol>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Improvement Suggestion: The p-value can be lowered by increasing the number of simulations. Alternatively, the input variable with the insignificant 'p-value' can be removed and the analysis can be re-run. However only one input variable should be removed at a time because a input variable that is insignificant in the presence of the others may become significant when some of another input variable is removed. (Note: The applicability of 'p-value' threshold of 0.05 is up to the modeller's judgement as marginal increase over 0.05 in 'p-value' can also be acceptable)</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Standardised regression coefficient (SRC)</b></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">This value tells the relative sensitivity of the input variables to the output. Its absolute value ranks the input variables in order of sensitivity the importance and the sign identifies, if relationship to the output is direct or inverse. The list below ranks the variables in decreasing level of importance. (High Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Green</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">, Medium Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#B97809;"><b>Yellow</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">, Low Importance: </span><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Red</b></span><span style="font-family:'Arial';font-size:9pt; color:#000000;">).</span></p>
<ol start="5">
<ol>
<ol>
<ol><li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Window shading control schedule</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>Cooling setpoint temperature</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#B97809;"><b>Cooling system seasonal CoP</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Glazing type_VIG</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Glazing type_TG</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Heating setpoint temperature</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Infiltration rate (ac/h at 50 Pa)</b></span></p></li>
<li style="font-family:'Arial';font-size:9pt;"><p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>Heating system seasonal CoP</b></span></p></li>
</ol>
</ol>
</ol>
</ol>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.4.3 Summary of Fit</b></span></p><table cellspacing="0" cellpadding="0" cols="2">
<tr align="left" valign="top">
<td valign="middle" width="589" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Adjusted R Squared Value</b></span></div></td>
<td valign="middle" width="656" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#B97809;"><b>0,8053</b></span></div></td>
</tr>
</table>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>4.4.4 Regression Coefficients</b></span></p><table cellspacing="0" cellpadding="0" cols="5">
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Variable</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Reg. Coef.</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Std. Reg. Coef.</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>Std. Error</b></span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><b>P Value</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Intercept</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">34101,3454</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0000</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">1004,1230</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Window shading control schedule (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-943,9851</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,7420</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">63,9316</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling setpoint temperature (&deg;C)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">298,2530</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,5007</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">29,7371</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#008000;"><b>0,0000</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Cooling system seasonal CoP (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">80,1274</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0934</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">44,9769</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,0791</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_VIG (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-54,8322</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0603</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">46,3743</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,2410</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Glazing type_TG (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">40,5923</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">0,0445</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">46,6469</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,3871</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating setpoint temperature (&deg;C)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-22,1283</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0370</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">31,1313</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,4795</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Infiltration rate (ac/h at 50 Pa) (ac/h)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-219,5805</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0196</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">585,1654</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,7086</b></span></div></td>
</tr>
<tr align="left" valign="top">
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">Heating system seasonal CoP (No Units)</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-3,7005</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">-0,0042</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">44,8807</span></div></td>
<td valign="middle" width="253" height="47" style=" padding-left: 5px; padding-right: 5px;"><div style="margin-left: 20pt;"><span style="font-family:'Arial';font-size:9pt; color:#FF0000;"><b>0,9345</b></span></div></td>
</tr>
</table>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"><i>Note:Regression results show the relative importance of the different variables. However, these can't determine whether the variables are important in a practical sense. To determine practical importance case specific understanding is necessary, along with ensuring that other statistical indices ('p-value' and 'adjusted R-squared' value) are acceptable&quot;</i></span></p>
<p style="margin-left: 20pt;margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;"></span></p>
<p style="margin-bottom: 5pt;"><span style="font-family:'Arial';font-size:9pt; color:#000000;">&nbsp;</span></p></body>
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